Releases·Tool Release
ken-rank MCP tool ranks project files via AST, embeddings, and session memory to cut agent token use
A developer shared ken-rank, an MCP tool installable via uv and deployable into Codex or Claude projects with an embed step, calling it mature after months of iteration. The post includes setup commands for both Codex and Claude workflows.
1 engagement1 sourceFri, Sep 4, 2026, 03:27 PM
AI Overview
- Infinibay's ken-rank is a PyPI-distributed MCP tool that ranks project files for AI coding agents to reduce token spent searching code and markdown files.
- ken-rank indexes files with an AST parser extracting symbols, line ranges, imports, and docstrings, plus semantic embeddings of files, symbols, and purpose text.
- ken-rank logs prompts, reads, and edits to a local SQLite database, weighting recent interactions and read-then-edit patterns over repeated reads.
- At session end, ken-rank snapshots productive files and boosts them for later semantically similar prompts, applying relationship boosts for imports, tests, and co-occurring files.
- ken-rank installs via 'uv tool install ken-rank' with --codex and --claude embed modes; its author says Claude tends to underuse tools and asks for feedback.
Related
Products·launched
FrogPop - Unity roguelite where a frog pops bubbles with its tongue, built with Claude
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110107 engagement3 sourcesredditTue, Sep 15, 2026, 03:38 AM
Products·launched
Claude plugin for hybrid RAG code search to cut tokens
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10 engagement1 sourceredditThu, Aug 20, 2026, 04:19 PM
Releases·Tool Release
Eigenwise releases Quartermaster, a Claude Code plugin that keeps project setups self-improving
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The Eigenwise developer released Quartermaster, an MIT-licensed Claude Code plugin that analyzes session history to recommend, install, and grade plugins, skills, MCP servers, rules, and permissions per project. It keeps the whole setup improving over time, supplanting the author's earlier codebase-mapper as the first install. It ships via the Eigenwise Toolshed marketplace on GitHub.
2 engagement1 sourceredditSat, Sep 12, 2026, 11:25 AM
Products·launched
Graperoot: Convert codebase to knowledge graph for Claude Code
Graperoot converts a codebase into a knowledge graph and registers efficient tools for Claude Code to query. Instead of brute-force grep or re-reading the entire codebase, it retrieves relevant files with zero tokens, reducing context costs. It solves the problem of slow, token-expensive codebase navigation for developers using Claude Code.
Graperoot converts a codebase into a knowledge graph and registers efficient tools for Claude Code to query. Instead of brute-force grep or re-reading the entire codebase, it retrieves relevant files with zero tokens, reducing context costs. It solves the problem of slow, token-expensive codebase navigation for developers using Claude Code.
25 engagement2 sourcesredditThu, Jul 30, 2026, 09:02 PM
Products·launched
ctx: queryable code graph in Rust for agents to save context budget
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ctx is an open-source (MIT) tool that builds a queryable code graph in Rust, helping AI coding agents save context budget by efficiently navigating codebases. It supports MCP (Model Context Protocol) and was developed by Eagle-Logic with Claude's assistance.
10 engagement1 sourceredditWed, Aug 26, 2026, 07:49 PM